Ruhi Sarikaya

Joined

July 2019

Names

Ruhi Sarikaya

Emails

****@amazon.com (Confirmed)

Personal Links

Career & Education History

Principal Researcher

Alexa, Amazon (amazon.com)

2016 – 2024

Advisors, Relations & Conflicts

No relations added

Expertise

Conversational AI

,

Large Language Models

Present

Natural Language Understanding

Present

Publications

Analyzing and Internalizing Complex Policy Documents for LLM Agents
Jiateng Liu, Zhenhailong Wang, Xiaojiang Huang, Yingjie Li, Xiang Li, Chenlei Guo, Xing Fan, Ruhi Sarikaya, Heng Ji
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Multimodal Policy Internalization for Conversational Agents
Zhenhailong Wang, Jiateng Liu, Amin Fazel, Ritesh Sarkhel, Xing Fan, Xiang Li, Chenlei Guo, Heng Ji, Ruhi Sarikaya
- ICLR 2026 Poster
- Readers: Everyone
Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding
Jihwan Lee, Ruhi Sarikaya, Young-Bum Kim
- 2019 (modified: 12 Nov 2022)
- NAACL-HLT (2) 2019
- Readers: Everyone
Continuous Learning for Large-scale Personalized Domain Classification
Han Li, Jihwan Lee, Sidharth Mudgal, Ruhi Sarikaya, Young-Bum Kim
- 2019 (modified: 12 Nov 2022)
- NAACL-HLT (1) 2019
- Readers: Everyone
Learning Context-dependent Label Permutations for Multi-label Classification
Jinseok Nam, Young-Bum Kim, Eneldo Loza Mencía, Sunghyun Park, Ruhi Sarikaya, Johannes Fürnkranz
- 2019 (modified: 26 Jan 2023)
- ICML 2019
- Readers: Everyone
Efficient Large-Scale Neural Domain Classification with Personalized Attention
Young-Bum Kim, Dongchan Kim, Anjishnu Kumar, Ruhi Sarikaya
- 2018 (modified: 16 Jul 2019)
- ACL (1) 2018
- Readers: Everyone
A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding
Young-Bum Kim, Dongchan Kim, Joo-Kyung Kim, Ruhi Sarikaya
- 2018 (modified: 16 Jul 2019)
- NAACL-HLT (3) 2018
- Readers: Everyone
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources
Joo-Kyung Kim, Young-Bum Kim, Ruhi Sarikaya, Eric Fosler-Lussier
- 2017 (modified: 16 Jul 2019)
- EMNLP 2017
- Readers: Everyone
Scalable Semi-Supervised Query Classification Using Matrix Sketching
Young-Bum Kim, Karl Stratos, Ruhi Sarikaya
- 2016 (modified: 16 Jul 2019)
- ACL (2) 2016
- Readers: Everyone
Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer
Eun-Suk Yang, Young-Bum Kim, Ruhi Sarikaya, Yu-Seop Kim
- 2016 (modified: 16 Jul 2019)
- HLT-NAACL 2016
- Readers: Everyone

View all 23 publications

Co-Authors

View all 56 co-authors